{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "用Python编写代码，将曲面绘制出来，以观察曲面的特点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "# 以下 font.family 设置仅适用于 Mac系统，其它系统请使用对应字体名称\n",
    "matplotlib.rcParams['font.family'] = 'Arial Unicode MS'\n",
    "fig = plt.figure(figsize=(10,7))\n",
    "ax = Axes3D(fig)\n",
    "ax.set_xlabel('$x$',fontsize=16)  \n",
    "ax.set_ylabel('$y$',fontsize=16)    \n",
    "ax.set_zlabel('$z$',fontsize=16)    \n",
    "x = np.linspace(-2,2,100)\n",
    "y = np.linspace(-2,2,100)\n",
    "# x-y 平面的网格\n",
    "x, y = np.meshgrid(x, y)\n",
    "z = x*np.exp(-x**2-y**2)\n",
    "ax.plot_surface(x, y, z, rstride=1, cstride=1, cmap=plt.get_cmap('cool'))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由于函数z有x和y两个输入变量，因此针对的是二维空间。在给定定义域上随机生成20个粒子，设置粒子的最大速度为1。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 初始化粒子群（包含20个粒子）\n",
    "vmax = 1\n",
    "# 设置惯性权重\n",
    "w = 0.5\n",
    "# 设置加速度常数\n",
    "c1,c2 = 2,2\n",
    "# 设置最大迭代次数\n",
    "iters = 1000\n",
    "# 设置最佳适应度值的增量阈值\n",
    "alpha = 0.000001\n",
    "# 在给定定义域内，随机生成位置矩阵如下\n",
    "xMat = np.random.uniform(-2,2,(20,2))\n",
    "# 在给定最大速度的限制下，随机生成速度矩阵如下\n",
    "vMat = np.random.uniform(-vmax,vmax,(20,2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对种群中所有粒子计算适应度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算种群中所有粒子的适应度\n",
    "def get_adjust(location):\n",
    "    x,y = location\n",
    "    return -x*np.exp(-x**2-y**2)\n",
    "\n",
    "adjusts = np.array([get_adjust(loc) for loc in xMat])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "循环更新pbest、gbest，同时更新所有粒子的位置与速度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([-0.7170607 , -0.00304992]), 0.42879336905042126)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pbest = xMat, adjusts\n",
    "gbest = xMat[np.argmax(adjusts)], np.max(adjusts)\n",
    "gbest_add = None\n",
    "# 更新pbest、gbest，同时更新所有粒子的位置与速度\n",
    "for k in range(iters):\n",
    "    # 更新pbest，遍历adjusts，如果对应粒子的适应度是历史中最高的，则完成替换\n",
    "    index = np.where(adjusts > pbest[1])[0]\n",
    "    if len(index) > 0:\n",
    "        pbest[0][index] = xMat[index]\n",
    "        pbest[1][index] = adjusts[index]\n",
    "    \n",
    "    # 更新gbest\n",
    "    if np.sum(pbest[1] > gbest[1]) > 0:\n",
    "        gbest_add = np.max(adjusts) - gbest[1]\n",
    "        gbest = xMat[np.argmax(adjusts)], np.max(adjusts)\n",
    "    \n",
    "    # 更新所有粒子的位置与速度\n",
    "    xMat_backup = xMat.copy()\n",
    "    xMat = xMat + vMat\n",
    "    vMat = w*vMat + c1*np.random.uniform(0,1)*(pbest[0] - xMat_backup)+c2*np.random.uniform(0,1)*(gbest[0] - xMat_backup)\n",
    "    \n",
    "    # 如果vMat有值超过了边界值，则设定为边界值\n",
    "    xMat[xMat > 2] = 2\n",
    "    xMat[xMat < (-2)] = -2\n",
    "    vMat[vMat > vmax] = vmax\n",
    "    vMat[vMat < (-vmax)] = -vmax\n",
    "    \n",
    "    # 计算更新后种群中所有粒子的适应度\n",
    "    adjusts = np.array([get_adjust(loc) for loc in xMat])\n",
    "    \n",
    "    # 检查全局适应度的增量，如果小于 alpha，则算法停止\n",
    "    if gbest_add is not None and gbest_add < alpha:\n",
    "        print(\"k = \",k,\" 算法收敛！\")\n",
    "        break\n",
    "        \n",
    "gbest\n",
    "# (array([-0.70669195,  0.00303178]), -0.42887785271504353)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
